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CNN Receptive Field Computation Using Backprop with TensorFlow

Anastasia Murzova
July 23, 2020 Leave a Comment
Computer Vision Stories Deep Learning Feature Detection Image Classification Keras Object Detection Tensorflow Tools Tutorial

July 23, 2020 By Leave a Comment

In our recent post about receptive field computation, we examined the concept of receptive fields using PyTorch. We learned receptive field is the proper tool to understand what the network 'sees' ...

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Tags: bounding box classification CNN deep learning fully convolutional Fully Convolutional Network (FCN) imageNet Keras max activation Object Detection object detector ONNX pre-training preprocess unit pytorch2keras receptive field Resnet resnet18 resnet50 response map Tensorflow threshold
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Filed Under: Computer Vision Stories, Deep Learning, Feature Detection, Image Classification, Keras, Object Detection, Tensorflow, Tools, Tutorial

GOTURN : Deep Learning based Object Tracking

Satya Mallick
July 22, 2018 16 Comments
Deep Learning how-to Machine Learning Tracking

July 22, 2018 By 16 Comments

GOTURN : Deep Learning based Object Tracker

In this post, we will learn about a Deep Learning based object tracking algorithm called GOTURN. The original implementation of GOTURN is in Caffe, but it has been ported to the OpenCV Tracking API ...

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Tags: C++ CNN GOTURN object tracking OpenCV 3 Python
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Filed Under: Deep Learning, how-to, Machine Learning, Tracking

Deep Learning based Character Classification using Synthetic Dataset

Krutika Bapat
June 28, 2018 4 Comments
Deep Learning how-to Image Classification Tutorial

June 28, 2018 By 4 Comments

Deep Learning based Character Classification using Synthetic Dataset

This summer I am doing an internship at Big Vision LLC under the guidance of Dr. Satya Mallick. In this post, I will describe the problem I was asked to solve to qualify for the internship. For a ...

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Tags: CNN Digit classification Image Classification LeNet
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Filed Under: Deep Learning, how-to, Image Classification, Tutorial

NVIDIA DIGITS 3 on EC2

Satya Mallick
February 10, 2016 36 Comments
Deep Learning how-to Install Tutorial

February 10, 2016 By 36 Comments

NVIDIA DIGITS 3 on EC2.

So you have heard a lot about Deep Learning and Convolutional Neural Network, and you want to quickly try it out. But before you dive into the theory you want to get your hands dirty. And you don't ...

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Tags: CNN convolutional neural network digits DNN nvidia
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Filed Under: Deep Learning, how-to, Install, Tutorial

About

I am an entrepreneur with a love for Computer Vision and Machine Learning with a dozen years of experience (and a Ph.D.) in the field.

In 2007, right after finishing my Ph.D., I co-founded TAAZ Inc. with my advisor Dr. David Kriegman and Kevin Barnes. The scalability, and robustness of our computer vision and machine learning algorithms have been put to rigorous test by more than 100M users who have tried our products. Read More…

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